The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Machine Learning skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Machine Learning over the 3 months to 27 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
27 Mar 2017
Same period 2016 Same period 2015
Machine Learning
UK / England
Rank 226 365 600
Rank change year-on-year +139 +235  
Permanent jobs citing Machine Learning 1182 845 354
As % of all permanent IT jobs advertised in England 1.49% 0.87% 0.35%
As % of the Processes & Methodologies category 1.67% 0.98% 0.40%
Number of salaries quoted 963 755 308
Median salary £65,000 £60,000 £60,000
Median salary % change year-on-year +8.33% -  
90% offered a salary of more than £40,000 £42,500 £38,032
10% offered a salary of more than £95,000 £85,000 £85,000
UK excluding London median salary £52,500 £54,000 £48,750
% change year-on-year -2.77% +10.76%  

Machine Learning is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process and methodology skills.

Process & Methodology Skills
England
Permanent job vacancies with a requirement for process and methodology skills 70819 85904 87927
As % of all permanent IT job vacancies advertised in England 89.12% 88.61% 86.98%
Number of salaries quoted 58715 71854 71888
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Machine Learning
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing Machine Learning as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Machine Learning in England

Machine Learning
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Machine Learning in England.

Salary trend for Machine Learning in England

Machine Learning
Salary Histogram in England

The salary distribution of IT jobs citing Machine Learning in England over the 3 months to 27 March 2017.

Salary histogram for Machine Learning in England

Machine Learning
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the England region over the 3 months to 27 March 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +76 703 £70,000 +12.00% 145
South East +146 173 £55,000 - 23
East of England +118 143 £60,000 +23.07% 30
North West -2 78 £50,000 -16.66% 17
South West +34 48 £42,500 -19.04% 10
Yorkshire +35 17 £55,000 +37.50% 5
East Midlands +15 13 £42,500 -22.72% 2
West Midlands +30 9 £40,000 +6.66% 2
North East +7 4 £35,000 -22.22% 1
Machine Learning
UK

Machine Learning
Top 30 Related IT Skills in England

For the 6 months to 27 March 2017, IT jobs citing Machine Learning also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the England region with a requirement for Machine Learning.

1 1196 (57.92%) Python
2 795 (38.50%) Big Data
3 707 (34.24%) Java
4 692 (33.51%) Algorithms
5 691 (33.46%) Analytics
6 587 (28.43%) Computer Science
7 585 (28.33%) PhD
8 583 (28.23%) SQL
9 569 (27.55%) Mathematics
10 566 (27.41%) Degree
11 561 (27.17%) R
12 546 (26.44%) Agile Software Development
13 467 (22.62%) Hadoop
14 453 (21.94%) C++
14 453 (21.94%) Apache Spark
15 398 (19.27%) Statistics
16 390 (18.89%) Finance
17 389 (18.84%) Software Engineering
18 350 (16.95%) C#
19 338 (16.37%) Scala
20 310 (15.01%) Artificial Intelligence
21 299 (14.48%) JavaScript
22 298 (14.43%) Analytical Skills
23 279 (13.51%) Physics
24 271 (13.12%) Visualisation
25 270 (13.08%) NoSQL
26 242 (11.72%) Data Mining
27 236 (11.43%) Amazon AWS
28 220 (10.65%) TDD
29 211 (10.22%) Deep Learning

Machine Learning
Top Related IT Skills in England by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 453 (21.94%) Apache Spark
2 154 (7.46%) SAS
3 116 (5.62%) Elasticsearch
4 114 (5.52%) Apache
5 46 (2.23%) Apache Solr
6 45 (2.18%) Apache Pig
7 31 (1.50%) Tomcat
8 18 (0.87%) Tornado
9 17 (0.82%) CMS
10 16 (0.77%) SharePoint
11 11 (0.53%) DNN
12 10 (0.48%) Confluence
13 7 (0.34%) Apache Airflow
13 7 (0.34%) Drupal
13 7 (0.34%) JBoss
13 7 (0.34%) Luigi
14 4 (0.19%) IIS
14 4 (0.19%) Jupyter
14 4 (0.19%) WordPress
15 3 (0.15%) Cloud Foundry
Applications
1 81 (3.92%) MS Excel
2 43 (2.08%) SPSS
3 20 (0.97%) Stata
4 15 (0.73%) MS Office
5 12 (0.58%) GNU Octave
5 12 (0.58%) MS PowerPoint
6 8 (0.39%) EViews
7 6 (0.29%) SPSS Modeler
7 6 (0.29%) Weka
8 4 (0.19%) Gephi
8 4 (0.19%) S-PLUS
9 2 (0.097%) Chatbot
9 2 (0.097%) MS Project
10 1 (0.048%) Adobe Illustrator
10 1 (0.048%) Photoshop
Business Applications
1 16 (0.77%) SAP Oil and Gas
2 8 (0.39%) Sentinel
3 3 (0.15%) CaseMap
3 3 (0.15%) Relativity
4 1 (0.048%) Infor M3
4 1 (0.048%) Oracle AML
4 1 (0.048%) Oracle BPM
4 1 (0.048%) Payment Gateway
4 1 (0.048%) SAP ERP
Cloud Services
1 236 (11.43%) Amazon AWS
2 140 (6.78%) Microsoft Azure
3 70 (3.39%) Google Cloud Platform
4 66 (3.20%) Cloud Computing
5 51 (2.47%) SaaS
6 38 (1.84%) GitHub
7 36 (1.74%) Azure Machine Learning
8 29 (1.40%) Amazon EMR
9 14 (0.68%) Amazon EC2
9 14 (0.68%) Amazon S3
9 14 (0.68%) PaaS
10 13 (0.63%) AWS Lambda
11 10 (0.48%) Amazon CloudWatch
12 9 (0.44%) IaaS
13 7 (0.34%) Amazon Kinesis
13 7 (0.34%) Data Lake Analytics
14 6 (0.29%) CloudFront
14 6 (0.29%) Virtual Private Cloud
15 5 (0.24%) Amazon SQS
15 5 (0.24%) AWS CloudFormation
Communications & Networking
1 44 (2.13%) Internet
2 11 (0.53%) HTTP
3 6 (0.29%) Network Security
4 4 (0.19%) AMQP
4 4 (0.19%) TCP/IP
5 3 (0.15%) MVNO
6 2 (0.097%) Broadband
6 2 (0.097%) Firewall
6 2 (0.097%) iBeacon
6 2 (0.097%) NFC
7 1 (0.048%) Bluetooth
7 1 (0.048%) Cisco ASA
7 1 (0.048%) Intranet
7 1 (0.048%) IPsec
7 1 (0.048%) MQTT
7 1 (0.048%) PPP
7 1 (0.048%) Wireshark
Database & Business Intelligence
1 795 (38.50%) Big Data
2 467 (22.62%) Hadoop
3 270 (13.08%) NoSQL
4 242 (11.72%) Data Mining
5 190 (9.20%) MongoDB
6 152 (7.36%) SQL Server
7 122 (5.91%) Relational Database
8 111 (5.38%) Data Warehouse
9 102 (4.94%) Apache Cassandra
10 100 (4.84%) Apache Hive
11 88 (4.26%) MySQL
12 82 (3.97%) PostgreSQL
13 71 (3.44%) SQL Server Integration Services
14 62 (3.00%) SQL Server Reporting Services
15 51 (2.47%) SQL Server Analysis Services
16 50 (2.42%) Power BI
16 50 (2.42%) QlikView
17 49 (2.37%) Neo4j
17 49 (2.37%) Redis
18 45 (2.18%) RDBMS
Development Applications
1 187 (9.06%) Git (software)
2 42 (2.03%) Jenkins
3 29 (1.40%) Subversion
4 25 (1.21%) Maven
5 23 (1.11%) NUnit
6 20 (0.97%) Gradle
7 18 (0.87%) JIRA
8 16 (0.77%) Selenium
8 16 (0.77%) Team Foundation Server
9 14 (0.68%) gulp
9 14 (0.68%) JUnit
9 14 (0.68%) TeamCity
9 14 (0.68%) Vagrant
10 13 (0.63%) Octopus Deploy
11 12 (0.58%) Ant
11 12 (0.58%) Visual Studio
12 11 (0.53%) CMake
13 9 (0.44%) Karma Test Runner
14 8 (0.39%) Grunt
14 8 (0.39%) Mockito
General
1 390 (18.89%) Finance
2 152 (7.36%) Marketing
3 78 (3.78%) Games
4 76 (3.68%) Banking
4 76 (3.68%) Telecoms
5 70 (3.39%) Retail
6 64 (3.10%) Advertising
7 47 (2.28%) Electronics
8 37 (1.79%) Manufacturing
9 29 (1.40%) Automotive
10 27 (1.31%) Publishing
11 24 (1.16%) Financial Institution
12 19 (0.92%) Pharmaceutical
13 13 (0.63%) Law
14 11 (0.53%) Back Office
14 11 (0.53%) Legal
15 9 (0.44%) Military
16 7 (0.34%) Billing
16 7 (0.34%) Front Office
16 7 (0.34%) Investment Banking
Job Titles
1 634 (30.70%) Developer
2 592 (28.67%) Data Scientist
3 176 (8.52%) Java Developer
4 171 (8.28%) Software Engineer
5 166 (8.04%) Senior Developer
6 156 (7.55%) Senior Data Scientist
7 108 (5.23%) Machine Learning Engineer
8 107 (5.18%) Software Developer
9 100 (4.84%) Python Developer
10 95 (4.60%) Architect
11 92 (4.46%) Data Engineer
12 91 (4.41%) Machine Learning Developer
13 84 (4.07%) .NET Developer
13 84 (4.07%) C# Developer
14 76 (3.68%) Machine Learning Scientist
15 72 (3.49%) C++ Developer
16 69 (3.34%) Analyst
17 67 (3.24%) Lead Developer
18 59 (2.86%) Senior Java Developer
19 58 (2.81%) Consultant
Libraries, Frameworks & Software Standards
1 197 (9.54%) .NET
2 179 (8.67%) Natural Language Processing
3 159 (7.70%) AngularJS
4 143 (6.92%) Node.js
5 120 (5.81%) HTML
6 117 (5.67%) RESTful
7 114 (5.52%) Web Services
8 103 (4.99%) CSS
9 92 (4.46%) React
10 84 (4.07%) REST
11 83 (4.02%) Spring
12 81 (3.92%) ASP.NET
13 74 (3.58%) Flask
14 69 (3.34%) Django
15 66 (3.20%) NumPy
16 63 (3.05%) Pandas
16 63 (3.05%) scikit-learn
17 51 (2.47%) HTML5
18 49 (2.37%) Kafka
19 47 (2.28%) D3.js
Miscellaneous
1 692 (33.51%) Algorithms
2 587 (28.43%) Computer Science
3 298 (14.43%) Analytical Skills
4 85 (4.12%) User Experience
5 74 (3.58%) Fintech
6 67 (3.24%) Mobile App
7 61 (2.95%) Data Structures
8 58 (2.81%) Robotics
9 39 (1.89%) Social Media
10 31 (1.50%) Management Information System
11 29 (1.40%) Augmented Reality
11 29 (1.40%) Hedge funds
11 29 (1.40%) Internet of Things
12 27 (1.31%) Credit Risk
12 27 (1.31%) CUDA
13 25 (1.21%) Field-Programmable Gate Array
14 24 (1.16%) Virtual Team
15 23 (1.11%) Xbox
16 18 (0.87%) Smart Home
17 17 (0.82%) Public Cloud
Operating Systems
1 199 (9.64%) Linux
2 50 (2.42%) Windows
3 47 (2.28%) Unix
4 28 (1.36%) Android
5 22 (1.07%) Apple iOS
6 2 (0.097%) Ubuntu
6 2 (0.097%) Windows Server
7 1 (0.048%) CentOS
7 1 (0.048%) CoreOS
7 1 (0.048%) Embedded Linux
7 1 (0.048%) Mac OS X
7 1 (0.048%) Windows Server 2012
Processes & Methodologies
1 691 (33.46%) Analytics
2 569 (27.55%) Mathematics
3 546 (26.44%) Agile Software Development
4 398 (19.27%) Statistics
5 389 (18.84%) Software Engineering
6 310 (15.01%) Artificial Intelligence
7 279 (13.51%) Physics
8 271 (13.12%) Visualisation
9 220 (10.65%) TDD
10 211 (10.22%) Deep Learning
11 190 (9.20%) Data Analytics
12 188 (9.10%) Business Intelligence
13 174 (8.43%) Data Visualisation
14 171 (8.28%) DevOps
15 157 (7.60%) Open Source
16 155 (7.51%) OO
17 153 (7.41%) Scrum
18 152 (7.36%) Data Analysis
19 144 (6.97%) Computer Vision
20 140 (6.78%) Predictive Analytics
Programming Languages
1 1196 (57.92%) Python
2 707 (34.24%) Java
3 583 (28.23%) SQL
4 561 (27.17%) R
5 453 (21.94%) C++
6 350 (16.95%) C#
7 338 (16.37%) Scala
8 299 (14.48%) JavaScript
9 197 (9.54%) MATLAB
10 171 (8.28%) C
11 93 (4.50%) Ruby
12 49 (2.37%) Bash Shell
13 41 (1.99%) PHP
14 35 (1.69%) Perl
15 34 (1.65%) Clojure
16 28 (1.36%) T-SQL
17 27 (1.31%) Go
18 25 (1.21%) Groovy
18 25 (1.21%) VBA
19 20 (0.97%) Elixir
Qualifications
1 585 (28.33%) PhD
2 566 (27.41%) Degree
3 19 (0.92%) Security Cleared
4 12 (0.58%) Postgraduate
5 8 (0.39%) CISSP
5 8 (0.39%) Microsoft Certification
6 6 (0.29%) PMI Certification
6 6 (0.29%) SC Cleared
7 5 (0.24%) CEH
7 5 (0.24%) GCIH
7 5 (0.24%) OSCP
8 4 (0.19%) BC Cleared
8 4 (0.19%) MCP
8 4 (0.19%) PMP
9 3 (0.15%) ITIL Certification
10 2 (0.097%) DV Cleared
10 2 (0.097%) SAS Certification
11 1 (0.048%) AWS Certification
11 1 (0.048%) ISTQB
11 1 (0.048%) Oracle Certification
Quality Assurance & Compliance
1 59 (2.86%) QA
2 29 (1.40%) Data Quality
3 20 (0.97%) ISO 9001
4 18 (0.87%) ISO 14001
5 13 (0.63%) GCP
6 12 (0.58%) SLA
7 4 (0.19%) ISO/IEC 27001
8 3 (0.15%) GPG13
8 3 (0.15%) PMO
9 1 (0.048%) Actionable Recommendations
9 1 (0.048%) ISO13485
9 1 (0.048%) PCI DSS
System Software
1 99 (4.79%) Docker
2 19 (0.92%) Firmware
2 19 (0.92%) HDFS
3 9 (0.44%) Snort
4 7 (0.34%) VirtualBox
5 6 (0.29%) Apache Flume
5 6 (0.29%) Virtual Machines
5 6 (0.29%) VMware Infrastructure
6 5 (0.24%) Xen
7 2 (0.097%) Apache ZooKeeper
7 2 (0.097%) KVM
8 1 (0.048%) Active Directory
8 1 (0.048%) Gluster
8 1 (0.048%) iptables
8 1 (0.048%) LXC
8 1 (0.048%) NFS
8 1 (0.048%) Slurm Workload Manager
8 1 (0.048%) zsh
Systems Management
1 32 (1.55%) Ansible
1 32 (1.55%) Kubernetes
1 32 (1.55%) Puppet
2 25 (1.21%) Opscode Chef
3 15 (0.73%) Mesos
4 13 (0.63%) Kibana
5 12 (0.58%) logstash
6 7 (0.34%) Docker Swarm
6 7 (0.34%) Oozie
6 7 (0.34%) Terraform
7 6 (0.29%) Salt
8 5 (0.24%) Fluentd
8 5 (0.24%) QRadar
9 4 (0.19%) Capistrano
9 4 (0.19%) Packer
9 4 (0.19%) Pingdom
10 3 (0.15%) Ambari
10 3 (0.15%) CSIRT
10 3 (0.15%) Grafana
10 3 (0.15%) StatsD
Vendors
1 127 (6.15%) Google
2 115 (5.57%) Microsoft
3 110 (5.33%) Tableau
4 77 (3.73%) Oracle
5 56 (2.71%) SAP
6 33 (1.60%) IBM
7 18 (0.87%) Cloudera
8 17 (0.82%) Hortonworks
8 17 (0.82%) Twitter
9 16 (0.77%) Intel
10 15 (0.73%) Facebook
10 15 (0.73%) Splunk
11 13 (0.63%) RapidMiner
11 13 (0.63%) Salesforce.com
12 10 (0.48%) MicroStrategy
12 10 (0.48%) Teradata
13 9 (0.44%) Apple
14 8 (0.39%) MEDITECH
15 7 (0.34%) Rackspace
15 7 (0.34%) VMware
City, London
Codex
Salary: From £40,000 to £60,000 per annum
Posted: 4 hours ago
East London
Understanding Recruitment
Salary: £70000 - £80000 per annum + equity
Posted: 9 hours ago
Oxford, Oxfordshire
Understanding Recruitment
Salary: £50000 - £60000 per annum + bonus + equity
Posted: 9 hours ago
East London
Understanding Recruitment
Salary: £50000 - £80000 per annum + Stock Options
Posted: 8 hours ago
Cambridge, Cambridgeshire
Understanding Recruitment
Salary: £65000 - £75000 per annum + equity and bens
Posted: 9 hours ago
London
Harvey Nash plc
Salary: £45000 - £70000 per annum
Posted: 5 hours ago
City, London
Client Server
Salary: £75k to £90k + bonus + benefits
Posted: 2 hours ago
Cambridge, Cambridgeshire
Understanding Recruitment
Salary: £55000 - £65000 per annum + bens
Posted: 9 hours ago
North London
Understanding Recruitment
Salary: £60000 - £65000 per annum + bens
Posted: 9 hours ago
South East London
Understanding Recruitment
Salary: £50000 - £75000 per annum + bens + share options
Posted: Yesterday
Central London / West End
Understanding Recruitment
Salary: £65000 - £75000 per annum + bens - options
Posted: 8 hours ago
Brighton, East Sussex
ARC IT Recruitment Ltd
Salary: £DOE
Posted: 3 days ago
Potters Bar, Hertfordshire
Understanding Recruitment
Salary: £65000 - £75000 per annum + bens - shares, health +
Posted: 8 hours ago
Manchester, Lancashire
People Source Consulting
Salary: £40000 - £52000 per annum + bonus + benefits
Posted: 49 minutes ago
Oxford, Oxfordshire
Corriculo
Salary: From £30,000 to £60,000 per annum
Posted: 2 hours ago
Manchester, Lancashire
Evolution Recruitment Solutions
Salary: 30,000-45,000,
Posted: 2 hours ago
South East London
Arnold Ash Ltd
Salary: From £50,000 to £65,000 per annum + company benefits
Posted: 1 hour ago
Kings Langley, Hertfordshire
Understanding Recruitment
Salary: £25000 - £35000 per annum + Benifits
Posted: 23 hours ago
Manchester, Lancashire
Burns Sheehan
Salary: £40000 - £60000 per annum + Benefits
Posted: 3 days ago
London
IntaPeople
Salary: £40000 - £52000 per annum
Posted: 2 days ago
London
TLP Consultancy Ltd.
Salary: £50000 - £60000 per annum + excellent benefits
Posted: 2 hours ago
London
Venturi
Salary: £40000.00 - £60000.00 per annum + Bonus & Benefits
Posted: 3 days ago
Cambridge, Cambridgeshire
The One Group
Salary: Market related
Posted: 3 days ago
City, London
Deerfoot IT Resources Ltd
Salary: £85000 - £110000 per annum + Excellent benefits
Posted: 3 days ago
Poole, Dorset
Spectrum IT Recruitment (South) Ltd
Salary: £35000 - £42500 per annum + benefits
Posted: 2 hours ago
Cambridge, Cambridgeshire
Softweb Resourcing Limited
Salary: From £40,000 to £65,000 per annum Salary DOE + Benefits
Posted: 2 days ago
City, London
TEKsystems
Salary: £80000 - £95000 per annum + benefits + bonus
Posted: 2 days ago
Cambridge, Cambridgeshire
ECM Selection
Salary: to £60k DoE + options
Posted: 2 days ago
London
Client Server
Salary: £60k to £70k + benefits
Posted: 2 days ago
South East London
Client Server
Salary: £55k to £65k + benefits
Posted: 3 days ago